AN APPROACH TO THE IMPLEMENTATION OF A COMPETENCY-BASED APPROACH IN THE LEARNING MANAGEMENT SYSTEM

Authors

DOI:

https://doi.org/10.18372/2410-7840.25.17595

Keywords:

competency-based learning, educational process mining, learning management system, process modeling, data visualization

Abstract

This paper solves the urgent problem of improving the tracking of the process of acquiring competencies by students through the means of analyzing the learning management system data and visualizing the results of the learning process. The object of the study is to track the process of acquiring competencies by students. The subject of the study includes software components for the implementation of a competency-based approach in the learning management system. The purpose of the study is to improve the tracking of the process of acquiring competencies by students by analyzing the data of the Learning Management System (LMS) and visualizing the results of the learning process. Thus, to achieve this goal, we analyzed the technologies for processing learning data from LMS, analyzed the features of modeling the learning process based on Petri nets and BPMN (Business Process Model and Notation), determined a data structure, and proposed an algorithm for building a model and visualizing the learning process data. The developed software components allow processing of learning process data from LMS, building models and visualizations of learning process data, saving the results to data warehouses, depicting the learning process model, and visualizing learning process data for further analytical processing.

References

Process Mining in Education: Use cases, Pros & Cons in 2023. Research.aimultiple.com. URL: https://research.aimultiple.com/process-mining-education/ (accessed: 26.02.2023).

Kalenkova, A. A., van der Aalst, W. M., Lomazova, I. A., & Rubin, V. A. (2016, October). Process mining using BPMN: relating event logs and process models. In Proceedings of the ACM/IEEE 19th International Conference on Model Driven Engineering Languages and Systems (pp. 123-123).

Balogh, Z., & Turčáni, M. (2011). Possibilities of modelling web-based education using IF-THEN rules and fuzzy petri nets in LMS. In Informatics Engineering and Information Science: International Conference, ICIEIS 2011, Kuala Lumpur, Malaysia, November 12-14, 2011. Proceedings, Part I (pp. 93-106). Springer Berlin Heidelberg.

Online LMS-MOOC data from real company. Kaggle.com. URL: https: // www. kaggle.com/datasets / imagnisalis / company-lms (accessed: 12. 03.2023).

Multiset Approach to Algebraic Structures. Igi-global.com. URL: https: // www. igi-global.com/ chapter/multiset-approach-to-algebraic-structures /247648 (accessed: 15.03.2023).

PlantUML. Plantuml.com. URL: https:// plan-tuml. com/ (accessed: 28.03.2023).

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Published

2023-05-25

Issue

Vol. 25 No. 1 (2023): Ukrainian Information Security Research Journal

Section

Articles

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